Task: recognizing speaker accent using machine learning
Data: Link
Complete JupyterNotebook: Link
Metrics:
| Algorithm | Precision | Recall | F1-score | Accuracy |
|---|---|---|---|---|
| Support vector machine | 81.82% | 81.82% | 81.82% | 81.68% |
Additional Information about the dataset
Response variable: language = {ES, FR, GE, IT, UK, US} The six possible accents considered
Explanatory variables: X1, X2, ..., X12 Obtained using MFCC on the original time domain soundtrack of the maximum 1s of reading of a word Data set featuring single English words read by speakers from six different countries for accent detection and recognition